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A new version of the ANDSystem tool for automatic extraction of knowledge from scientific publications with expanded functionality for reconstruction of associative gene networks by considering tissue-specific gene expression

机译:通过考虑组织特异性基因表达,从科学出版物自动提取来自科学出版物的科学出版物的知识的新版本,通过考虑组织特异性基因表达

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Consideration of tissue-specific gene expression in reconstruction and analysis of molecular genetic networks is necessary for a proper description of the processes occurring in a specified tissue. Currently, there are a number of computer systems that allow the user to reconstruct molecular-genetic networks using the data automatically extracted from the texts of scientific publications. Examples of such systems are STRING, Pathway Commons, MetaCore and Ingenuity. The MetaCore and Ingenuity systems permit taking into account tissue-specific gene expression during the reconstruction of gene networks. Previously, we developed the ANDSystem tool, which also provides an automated extraction of knowledge from scientific texts and allows the reconstruction of gene networks. The main difference between our system and other tools is in the different types of interactions between objects, which makes the ANDSystem complementary to existing well-known systems. However, previous versions of the ANDSystem did not contain any information on tissue-specific expression. A new version of the ANDSystem has been developed. It offers the reconstruction of associative gene networks while taking into account the tissue-specific gene expression. The ANDSystem knowledge base features information on tissue-specific expression for 272 tissues. The system allows the reconstruction of combined gene networks, as well as performing the filtering of genes from such networks using the information on their tissue-specific expression. As an example of the application of such filtering, the gene network of the extrinsic apoptotic signaling pathway was analyzed. It was shown that considering different tissues can lead to changes in gene network structure, including changes in such indicators as betweenness centrality of vertices, clustering coefficient, network centralization, network density, etc. CONCLUSIONS: The consideration of tissue specificity can play an important role in the analysis of gene networks, in particular solving the problem of finding the most significant central genes. Thus, the new version of ANDSystem can be employed for a wide range of tasks related to biomedical studies of individual tissues. It is available at http://www-bionet.sscc.ru/and/cell /.
机译:对分子遗传网络重建和分析的组织特异性基因表达的考虑是在特定组织中发生的过程的适当描述是必要的。目前,存在许多计算机系统,其允许用户使用自动从科学出版物的文本中提取的数据重建分子基因网络。这种系统的示例是串,通路公共,可乘坐和聪明才智。甲状腺肿和巧升力系统允许考虑到基因网络的重建期间的组织特异性基因表达。以前,我们开发了Andsystem工具,该工具还提供了来自科学文本的自动提取知识,并允许重建基因网络。我们的系统和其他工具之间的主要区别在于对象之间的不同类型的相互作用,这使得Andsystem与现有的众所周知的系统互补。但是,先前版本的Andsystem没有包含关于特定组织表达的任何信息。已经开发了一个新版本的Andsystem。考虑到组织特异性基因表达,它提供了联合基因网络的重建。 Andsystem知识库具有关于272组织的组织特异性表达的信息。该系统允许使用关于其组织特异性表达的信息来重建组合基因网络,以及从这些网络进行滤波基因的滤波。作为这种过滤的应用的一个例子,分析了外部凋亡信号传导途径的基因网络。结果表明,考虑不同的组织可以导致基因网络结构的变化,包括顶点之间的中心中心,聚类系数,网络集中,网络密度等等指标的变化。结论:组织特异性的考虑可以发挥重要作用在分析基因网络中,特别是解决找到最重要的中枢基因的问题。因此,新版本的Andsystem可以用于与各个组织的生物医学研究有关的广泛任务。它可在http://www-bionet.ssscc.ru/and/cell /。

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